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Data Center News > Blog > AI > Forget the Turing Test, AI’s real challenge is communication
AI

Forget the Turing Test, AI’s real challenge is communication

Last updated: July 28, 2025 6:57 pm
Published July 28, 2025
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Forget the Turing Test, AI’s real challenge is communication
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Whereas the event of more and more highly effective AI fashions grabs headlines, the large problem is getting clever brokers to speak.

Proper now, we now have all these succesful methods, however they’re all talking completely different languages. It’s a digital Tower of Babel, and it’s holding again the true potential of what AI can obtain.

To maneuver ahead, we’d like a standard tongue; a common translator that can enable these completely different methods to attach and collaborate. A number of contenders have stepped as much as the plate, every with their very own concepts about how you can remedy this communication puzzle.

Anthropic’s Model Context Protocol, or MCP, is among the massive names within the ring. It makes an attempt to create a safe and organised manner for AI fashions to make use of exterior instruments and knowledge. MCP has change into in style as a result of it’s comparatively easy and has the backing of a serious AI participant. Nonetheless, it’s actually designed for a single AI to make use of completely different instruments, not for a staff of AIs to work collectively.

And that’s the place different protocols just like the Agent Communication Protocol (ACP) and the Agent-to-Agent Protocol (A2A) are available.

ACP, an open-source challenge from IBM, is all about enabling AI brokers to speak as friends. It’s constructed on acquainted internet applied sciences that builders are already snug with, which makes it simple to undertake. It’s a versatile and highly effective resolution that enables for a extra decentralised and collaborative strategy to AI.

Google’s A2A protocol, in the meantime, takes a barely completely different tack. It’s designed to work alongside MCP, fairly than exchange it. A2A is targeted on how a staff of AIs can work collectively on complicated duties, passing data and duties forwards and backwards. It makes use of a system of ‘Agent Playing cards,’ like digital enterprise playing cards, to assist AIs discover and perceive one another.

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The actual distinction between these protocols is their imaginative and prescient for the way forward for how AI brokers talk. MCP is for a world the place a single, highly effective AI is on the centre, utilizing quite a lot of instruments to get issues accomplished. ACP and A2A are designed for distributed intelligence, the place groups of specialized AIs work collectively to resolve issues.

A common language for AI would open the door to a complete new world of prospects. Think about a staff of AIs working collectively to design a brand new product, with one agent dealing with the market analysis, one other the design, and a 3rd the manufacturing course of. Or a community of medical AIs collaborating to analyse affected person knowledge and develop personalised remedy plans.

However we’re not there but. The “protocol wars” are in full swing, and there’s an actual threat that we might find yourself with much more fragmentation than we now have now.

It’s seemingly that the way forward for how AI communicates gained’t be a one-size-fits-all resolution. We might even see completely different protocols, every used for what it does finest. One factor is for positive: determining how you can get AIs to speak to one another is among the many subsequent nice challenges within the discipline.

(Photograph by Theodore Poncet)

See additionally: Anthropic deploys AI brokers to audit fashions for security

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See also  Why MFA alone won't protect you in the age of adversarial AI

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TAGGED: AIs, challenge, communication, forget, Real, test, Turing
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